{"id":"https://openalex.org/W4388109512","doi":"https://doi.org/10.1145/3581784.3607043","title":"Phases, Modalities, Spatial and Temporal Locality: Domain Specific ML Prefetcher for Accelerating Graph Analytics","display_name":"Phases, Modalities, Spatial and Temporal Locality: Domain Specific ML Prefetcher for Accelerating Graph Analytics","publication_year":2023,"publication_date":"2023-10-30","ids":{"openalex":"https://openalex.org/W4388109512","doi":"https://doi.org/10.1145/3581784.3607043"},"language":"en","primary_location":{"id":"doi:10.1145/3581784.3607043","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581784.3607043","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3581784.3607043","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073951710","display_name":"Pengmiao Zhang","orcid":"https://orcid.org/0000-0002-5411-3305"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Pengmiao Zhang","raw_affiliation_strings":["University of Southern California, Los Angeles, United States of America"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, United States of America","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042560222","display_name":"Rajgopal Kannan","orcid":"https://orcid.org/0000-0001-8736-3012"},"institutions":[{"id":"https://openalex.org/I2802705668","display_name":"United States Army Combat Capabilities Development Command","ror":"https://ror.org/02rdkx920","country_code":"US","type":"other","lineage":["https://openalex.org/I1304082316","https://openalex.org/I1330347796","https://openalex.org/I2802705668","https://openalex.org/I4210154437"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rajgopal Kannan","raw_affiliation_strings":["DEVCOM Army Research Lab, Los Angeles, United States of America"],"affiliations":[{"raw_affiliation_string":"DEVCOM Army Research Lab, Los Angeles, United States of America","institution_ids":["https://openalex.org/I2802705668"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033166029","display_name":"Viktor K. Prasanna","orcid":"https://orcid.org/0000-0002-1609-8589"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Viktor K. Prasanna","raw_affiliation_strings":["University of Southern California, Los Angeles, United States of America"],"affiliations":[{"raw_affiliation_string":"University of Southern California, Los Angeles, United States of America","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5073951710"],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":null,"apc_paid":null,"fwci":0.5036,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.66268219,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9883000254631042,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/instruction-prefetch","display_name":"Instruction prefetch","score":0.8601940870285034},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8452869653701782},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.7626010775566101},{"id":"https://openalex.org/keywords/locality","display_name":"Locality","score":0.6893954873085022},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6825311779975891},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5642734169960022},{"id":"https://openalex.org/keywords/locality-of-reference","display_name":"Locality of reference","score":0.507047176361084},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.42264264822006226},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3409731984138489},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.27426576614379883},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.23306617140769958},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.0996353030204773}],"concepts":[{"id":"https://openalex.org/C133588205","wikidata":"https://www.wikidata.org/wiki/Q28455645","display_name":"Instruction prefetch","level":3,"score":0.8601940870285034},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8452869653701782},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.7626010775566101},{"id":"https://openalex.org/C2779808786","wikidata":"https://www.wikidata.org/wiki/Q6664603","display_name":"Locality","level":2,"score":0.6893954873085022},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6825311779975891},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5642734169960022},{"id":"https://openalex.org/C27602214","wikidata":"https://www.wikidata.org/wiki/Q1868547","display_name":"Locality of reference","level":3,"score":0.507047176361084},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.42264264822006226},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3409731984138489},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.27426576614379883},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.23306617140769958},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0996353030204773},{"id":"https://openalex.org/C115537543","wikidata":"https://www.wikidata.org/wiki/Q165596","display_name":"Cache","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3581784.3607043","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581784.3607043","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3581784.3607043","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581784.3607043","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W1482680420","https://openalex.org/W1536719639","https://openalex.org/W1783256592","https://openalex.org/W1994473607","https://openalex.org/W2000041758","https://openalex.org/W2001420671","https://openalex.org/W2022704179","https://openalex.org/W2034102265","https://openalex.org/W2051407019","https://openalex.org/W2053076698","https://openalex.org/W2067974139","https://openalex.org/W2080562691","https://openalex.org/W2117139173","https://openalex.org/W2128462109","https://openalex.org/W2146591355","https://openalex.org/W2158630919","https://openalex.org/W2162773908","https://openalex.org/W2165113127","https://openalex.org/W2173213060","https://openalex.org/W2234355962","https://openalex.org/W2234679013","https://openalex.org/W2329976284","https://openalex.org/W2560647685","https://openalex.org/W2611289746","https://openalex.org/W2734256217","https://openalex.org/W2734941459","https://openalex.org/W2743418339","https://openalex.org/W2762076598","https://openalex.org/W2766337351","https://openalex.org/W2795232275","https://openalex.org/W2899156542","https://openalex.org/W2904260561","https://openalex.org/W2929131209","https://openalex.org/W2970507526","https://openalex.org/W2988190042","https://openalex.org/W3011374900","https://openalex.org/W3015791395","https://openalex.org/W3023843293","https://openalex.org/W3034368386","https://openalex.org/W3047011887","https://openalex.org/W3082902407","https://openalex.org/W3098728989","https://openalex.org/W3102015031","https://openalex.org/W3103837983","https://openalex.org/W3104020727","https://openalex.org/W3117515082","https://openalex.org/W3118695533","https://openalex.org/W3133294546","https://openalex.org/W3138154797","https://openalex.org/W3152508978","https://openalex.org/W3153963463","https://openalex.org/W3157999218","https://openalex.org/W3163993681","https://openalex.org/W3174906557","https://openalex.org/W3206117777","https://openalex.org/W4200072843","https://openalex.org/W4205511145","https://openalex.org/W4225537065","https://openalex.org/W4229042463","https://openalex.org/W4239778601","https://openalex.org/W4285413089","https://openalex.org/W4301104990","https://openalex.org/W4322622432","https://openalex.org/W6785333560","https://openalex.org/W6797613833"],"related_works":["https://openalex.org/W1555349535","https://openalex.org/W2583128298","https://openalex.org/W2053359564","https://openalex.org/W2161159383","https://openalex.org/W1495260638","https://openalex.org/W1511204342","https://openalex.org/W126407280","https://openalex.org/W2369125128","https://openalex.org/W2369223577","https://openalex.org/W2010020348"],"abstract_inverted_index":{"Memory":[0],"performance":[1],"is":[2],"a":[3],"key":[4],"bottleneck":[5],"in":[6,24],"accelerating":[7],"graph":[8,25],"analytics.":[9],"Existing":[10],"Machine":[11],"Learning":[12],"(ML)":[13],"prefetchers":[14],"encounter":[15],"challenges":[16],"with":[17],"phase":[18,48],"transitions":[19],"and":[20,56,59],"irregular":[21],"memory":[22],"accesses":[23],"processing.":[26],"We":[27],"propose":[28],"MPGraph,":[29],"an":[30],"ML-based":[31],"Prefetcher":[32],"for":[33,53,64],"Graph":[34],"analytics":[35],"using":[36],"domain":[37],"specific":[38],"models.":[39],"MPGraph":[40],"introduces":[41],"three":[42],"novel":[43],"optimizations:":[44],"soft":[45],"detection":[46],"of":[47],"transitions,":[49],"phase-specific":[50],"multi-modality":[51],"models":[52],"access":[54],"delta":[55],"page":[57],"predictions,":[58],"chain":[60],"spatio-temporal":[61],"prefetching":[62],"(CSTP)":[63],"prefetch":[65],"control.":[66]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}